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Contributions to human resources policy from the perspective of four managers from Ontario, Canada

2021· article· en· W4385174616 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInterfaces Brasil/Canadá · 2021
Typearticle
Languageen
FieldDecision Sciences
TopicBusiness and Management Studies
Canadian institutionsnot available
FundersCoordenação de Aperfeiçoamento de Pessoal de Nível Superior
KeywordsTransparency (behavior)NegotiationPublic relationsAutonomyPublic administrationQualitative researchPolitical scienceWork (physics)BusinessSociologyLawSocial science

Abstract

fetched live from OpenAlex

The Canadian health system, recognized as one of the best in the world, is governed by five principles: universality, comprehensiveness, reasonable access, portability and public administration. Canada is divided into provinces that have great administrative autonomy. This article aims to describe and analyze the perspectives of managers in the province of Ontario on the occupation of management positions in the health area. This is a qualitative, descriptive research, having as subjects four managers of the Public Health sector in the province of Ontario, Canada. The data were produced from semi-structured interviews and submitted to content analysis. The project was approved by the Research Ethics Committee of the Federal University of São Paulo. In the analyzed material, four categories were organized: recruitment and selection process; criteria for assuming the management position; indication, mediation by trade unions and financing. The following were highlighted by the interviewees: transparency in recruitment and selection, professional support and negotiation with trade unions; the public character assumed in hiring, through disclosure, selection and interviews. The results showed that transparency in recruitment and selection, professional support and the occurrence of negotiations mediated by the unions would allow hiring more adequate to the required professional profile and would favor the quality of life at work.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.451
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.057
GPT teacher head0.355
Teacher spread0.298 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it